{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 2b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "texture_1 = plt.imread('../data/texture1.jpg').astype(np.float32)\n",
    "h, w, c = texture_1.shape\n",
    "block_size = 100\n",
    "overlap_size = int(block_size / 6)\n",
    "assert block_size < min(h, w)\n",
    "y_max, x_max = h - block_size, w - block_size\n",
    "dh = h * 2\n",
    "dw = w * 2\n",
    "nx_blocks = ny_blocks = max(dh, dw) // block_size\n",
    "w_new = h_new = nx_blocks * block_size - (nx_blocks - 1) * overlap_size\n",
    "n_blocks = nx_blocks * ny_blocks\n",
    "xs = np.arange(x_max)\n",
    "ys = np.arange(y_max)\n",
    "all_blocks = np.array([texture_1[y:y + block_size, x:x + block_size] for x in xs for y in ys])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize_img normalizes our output to be between 0 and 1\n",
    "def normalize_img(im):\n",
    "    img = im.copy()\n",
    "    img += np.abs(np.min(img))\n",
    "    img /= np.max(img)\n",
    "    return img\n",
    "\n",
    "def l2_top_bottom(patch_top, patch_bottom):\n",
    "    block_top  = patch_top[-overlap_size:, :]\n",
    "    \n",
    "    if patch_bottom.ndim == 3:\n",
    "        block_bottom = patch_bottom[:overlap_size]\n",
    "    elif patch_bottom.ndim == 4:\n",
    "        block_bottom = patch_bottom[:, :overlap_size]\n",
    "        \n",
    "    top_cost  = l2_loss(block_top, block_bottom)\n",
    "    \n",
    "    return top_cost\n",
    "\n",
    "def l2_left_right(patch_left, patch_right):\n",
    "    block_left  = patch_left[:, -overlap_size:]\n",
    "    \n",
    "    if patch_right.ndim == 3:\n",
    "        block_right = patch_right[:, :overlap_size]\n",
    "    elif patch_right.ndim == 4:\n",
    "        block_right = patch_right[:, :, :overlap_size]\n",
    "\n",
    "    left_cost  = l2_loss(block_left, block_right)\n",
    "    \n",
    "    return left_cost\n",
    "\n",
    "def l2_loss(block_1, block_2):\n",
    "    sqdfs = np.sum((block_1 - block_2) ** 2, axis=-1)\n",
    "    return np.sqrt(np.sum(np.sum(sqdfs, axis=-1), axis=-1))\n",
    "\n",
    "def select_min_patch(patches, cost):\n",
    "    return patches[np.argmin(cost)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lousc\\Anaconda3\\envs\\py3-6\\lib\\site-packages\\ipykernel_launcher.py:34: RuntimeWarning: invalid value encountered in sqrt\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_height = h_new\n",
    "target_width = w_new\n",
    "target = np.zeros((target_height, target_width, c), dtype=texture_1.dtype)\n",
    "\n",
    "step = block_size - overlap_size\n",
    "\n",
    "y_begin = 0\n",
    "y_end = block_size\n",
    "\n",
    "for y in range(ny_blocks):\n",
    "    \n",
    "    x_begin = 0\n",
    "    x_end = block_size\n",
    "    \n",
    "    for x in range(nx_blocks):\n",
    "        if x == 0 and y == 0:\n",
    "            # randomly select top left patch\n",
    "            r = np.random.randint(len(all_blocks))\n",
    "            random_patch = all_blocks[r]\n",
    "            target[y_begin:y_end, x_begin:x_end] = random_patch\n",
    "            \n",
    "            x_begin = x_end\n",
    "            x_end  += step\n",
    "            \n",
    "            continue\n",
    "        \n",
    "        xa, xb = x_begin - block_size, x_begin\n",
    "        ya, yb = y_begin - block_size, y_begin\n",
    "        \n",
    "        if y == 0:\n",
    "            y1 = 0\n",
    "            y2 = block_size\n",
    "            \n",
    "            left_patch = target[y1:y2, xa:xb]\n",
    "            left_block = left_patch[:, -overlap_size:]\n",
    "            left_cost  = l2_left_right(patch_left=left_patch, patch_right=all_blocks)\n",
    "            best_right_patch = select_min_patch(all_blocks, left_cost)\n",
    "            \n",
    "            best_right_block = best_right_patch[:, :overlap_size]\n",
    "\n",
    "            # join left and right blocks\n",
    "            left_right_join = np.hstack((left_block[:, :overlap_size//2], best_right_block[:, overlap_size//2:]))\n",
    "            full_join = np.hstack((target[y1:y2, xa:xb-overlap_size], left_right_join, best_right_patch[:, overlap_size:]))\n",
    "\n",
    "            target[y1:y2, xa:x_end] = full_join\n",
    "        else:\n",
    "            if x == 0:\n",
    "                x1 = 0\n",
    "                x2 = block_size\n",
    "                top_patch = target[ya:yb, x1:x2]\n",
    "                top_block = top_patch[-overlap_size:, :]\n",
    "                top_cost = l2_top_bottom(patch_top=top_patch, patch_bottom=all_blocks)\n",
    "                best_bottom_patch = select_min_patch(all_blocks, top_cost)\n",
    "                best_bottom_block = best_bottom_patch[:overlap_size, :]\n",
    "\n",
    "                # join top and bottom blocks\n",
    "                top_bottom_join = np.vstack((top_block[:overlap_size//2, :], best_bottom_block[overlap_size//2:, :]))\n",
    "                full_join = np.vstack((target[ya:yb-overlap_size, x1:x2], top_bottom_join, best_bottom_patch[overlap_size:, :]))\n",
    "\n",
    "                target[ya:y_end, x1:x2] = full_join\n",
    "            else:\n",
    "                # overlap is L-shaped\n",
    "                y1, y2 = y_begin - overlap_size, y_end\n",
    "                x1, x2 = x_begin - overlap_size, x_end\n",
    "\n",
    "                left_patch = target[y1:y2, xa:xb]\n",
    "                top_patch = target[ya:yb, x1:x2]\n",
    "                \n",
    "                left_block = left_patch[:, -overlap_size:]\n",
    "                top_block = top_patch[-overlap_size:, :]\n",
    "                \n",
    "                left_cost  = l2_left_right(patch_left=left_patch, patch_right=all_blocks)\n",
    "                top_cost = l2_top_bottom(patch_top=top_patch, patch_bottom=all_blocks)\n",
    "                \n",
    "                best_right_patch = best_bottom_patch = select_min_patch(all_blocks, top_cost + left_cost)\n",
    "                \n",
    "                best_right_block = best_right_patch[:, :overlap_size]\n",
    "                best_bottom_block = best_bottom_patch[:overlap_size, :]\n",
    "                \n",
    "                # join left and right blocks\n",
    "                left_right_join = np.hstack((left_block[:, :overlap_size//2], best_right_block[:, overlap_size//2:]))\n",
    "                full_lr_join = np.hstack((target[y1:y2, xa:xb-overlap_size], left_right_join, best_right_patch[:, overlap_size:]))\n",
    "                \n",
    "                # join top and bottom blocks\n",
    "                top_bottom_join = np.vstack((top_block[:overlap_size//2, :], best_bottom_block[overlap_size//2:, :]))\n",
    "                full_tb_join = np.vstack((target[ya:yb-overlap_size, x1:x2], top_bottom_join, best_bottom_patch[overlap_size:, :]))\n",
    "\n",
    "                target[ya:y_end, x1:x2] = full_tb_join\n",
    "                target[y1:y2, xa:x_end] = full_lr_join\n",
    "                \n",
    "        x_begin = x_end\n",
    "        x_end  += step\n",
    "\n",
    "    y_begin = y_end\n",
    "    y_end  += step\n",
    "\n",
    "plt.title('neighboring blocks constrained by overlap')\n",
    "plt.imshow(normalize_img(target))\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imsave('figure2b.jpg', normalize_img(target))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
